Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 500 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 43.1 KiB |
| Average record size in memory | 88.3 B |
Variable types
| NUM | 11 |
|---|
Reproduction
| Analysis started | 2020-08-25 00:41:56.936798 |
|---|---|
| Analysis finished | 2020-08-25 00:42:15.104702 |
| Duration | 18.17 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
oz1 has unique values | Unique |
oz2 has unique values | Unique |
oz3 has unique values | Unique |
oz4 has unique values | Unique |
oz5 has unique values | Unique |
oz6 has unique values | Unique |
oz7 has unique values | Unique |
oz8 has unique values | Unique |
oz9 has unique values | Unique |
oz10 has unique values | Unique |
target has unique values | Unique |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.398155629634857e-10 |
|---|---|
| Minimum | -2.2736310958862305 |
| Maximum | 2.4353008270263667 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -2.273631096 |
|---|---|
| 5-th percentile | -1.618339622 |
| Q1 | -0.7449063808 |
| median | -0.05385065265 |
| Q3 | 0.7453725487 |
| 95-th percentile | 1.681768548 |
| Maximum | 2.435300827 |
| Range | 4.708931923 |
| Interquartile range (IQR) | 1.490278929 |
Descriptive statistics
| Standard deviation | 0.9999999993 |
|---|---|
| Coefficient of variation (CV) | 4169871158 |
| Kurtosis | -0.7211901833 |
| Mean | 2.39815563e-10 |
| Median Absolute Deviation (MAD) | 0.7442420423 |
| Skewness | 0.07030568375 |
| Sum | 1.199077815e-07 |
| Variance | 0.9999999986 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.8251942396 | 1 | 0.2% | |
| 0.9729880095 | 1 | 0.2% | |
| 0.8928875327 | 1 | 0.2% | |
| 1.824662566 | 1 | 0.2% | |
| -0.8635923266 | 1 | 0.2% | |
| -0.01101240236 | 1 | 0.2% | |
| -1.714967012 | 1 | 0.2% | |
| -1.407364845 | 1 | 0.2% | |
| 0.7903569937 | 1 | 0.2% | |
| 0.9221936464 | 1 | 0.2% | |
| -1.722493052 | 1 | 0.2% | |
| -0.6975873709 | 1 | 0.2% | |
| -0.7229822278 | 1 | 0.2% | |
| -0.9180588126 | 1 | 0.2% | |
| -0.456220448 | 1 | 0.2% | |
| 1.440120578 | 1 | 0.2% | |
| -1.641346931 | 1 | 0.2% | |
| 0.8948673606 | 1 | 0.2% | |
| -0.9293490648 | 1 | 0.2% | |
| 0.4191160798 | 1 | 0.2% | |
| -1.300091147 | 1 | 0.2% | |
| 0.006258801091 | 1 | 0.2% | |
| -1.041711688 | 1 | 0.2% | |
| -1.296177149 | 1 | 0.2% | |
| -1.186560154 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -2.273631096 | 1 | 0.2% | |
| -2.093393087 | 1 | 0.2% | |
| -2.068291426 | 1 | 0.2% | |
| -1.990574479 | 1 | 0.2% | |
| -1.988842368 | 1 | 0.2% | |
| -1.95476687 | 1 | 0.2% | |
| -1.950906157 | 1 | 0.2% | |
| -1.938078642 | 1 | 0.2% | |
| -1.931033134 | 1 | 0.2% | |
| -1.917387843 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 2.435300827 | 1 | 0.2% | |
| 2.275569916 | 1 | 0.2% | |
| 2.209640026 | 1 | 0.2% | |
| 2.183728695 | 1 | 0.2% | |
| 2.074404955 | 1 | 0.2% | |
| 2.072000742 | 1 | 0.2% | |
| 2.060742617 | 1 | 0.2% | |
| 1.979300976 | 1 | 0.2% | |
| 1.942460656 | 1 | 0.2% | |
| 1.914560795 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.8011778593063354e-09 |
|---|---|
| Minimum | -1.6405104398727417 |
| Maximum | 1.7997990846633911 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.64051044 |
|---|---|
| 5-th percentile | -1.479510528 |
| Q1 | -0.8578256667 |
| median | -0.04767413996 |
| Q3 | 0.87701267 |
| 95-th percentile | 1.58272239 |
| Maximum | 1.799799085 |
| Range | 3.440309525 |
| Interquartile range (IQR) | 1.734838337 |
Descriptive statistics
| Standard deviation | 1 |
|---|---|
| Coefficient of variation (CV) | -555192256.7 |
| Kurtosis | -1.215095497 |
| Mean | -1.801177859e-09 |
| Median Absolute Deviation (MAD) | 0.8468387332 |
| Skewness | 0.1183396257 |
| Sum | -9.005889297e-07 |
| Variance | 1.000000001 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.311548352 | 1 | 0.2% | |
| 1.360034227 | 1 | 0.2% | |
| 0.01645392179 | 1 | 0.2% | |
| 0.3557978272 | 1 | 0.2% | |
| 1.348318458 | 1 | 0.2% | |
| 1.502592087 | 1 | 0.2% | |
| 0.9241492748 | 1 | 0.2% | |
| -1.576815128 | 1 | 0.2% | |
| -0.8137993217 | 1 | 0.2% | |
| 0.4459625781 | 1 | 0.2% | |
| 0.03615309671 | 1 | 0.2% | |
| 0.7620441914 | 1 | 0.2% | |
| -1.613935947 | 1 | 0.2% | |
| 0.6350423098 | 1 | 0.2% | |
| -1.002610922 | 1 | 0.2% | |
| 1.369803309 | 1 | 0.2% | |
| -1.311265945 | 1 | 0.2% | |
| -1.264982939 | 1 | 0.2% | |
| 0.05513574183 | 1 | 0.2% | |
| -1.501279473 | 1 | 0.2% | |
| -0.004000198096 | 1 | 0.2% | |
| -0.8499489427 | 1 | 0.2% | |
| -1.058726311 | 1 | 0.2% | |
| 0.6341320872 | 1 | 0.2% | |
| -1.318943501 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.64051044 | 1 | 0.2% | |
| -1.638961077 | 1 | 0.2% | |
| -1.634086609 | 1 | 0.2% | |
| -1.61673224 | 1 | 0.2% | |
| -1.613935947 | 1 | 0.2% | |
| -1.605732918 | 1 | 0.2% | |
| -1.603075147 | 1 | 0.2% | |
| -1.576815128 | 1 | 0.2% | |
| -1.56121099 | 1 | 0.2% | |
| -1.56107533 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.799799085 | 1 | 0.2% | |
| 1.795536518 | 1 | 0.2% | |
| 1.790907741 | 1 | 0.2% | |
| 1.788379908 | 1 | 0.2% | |
| 1.783600926 | 1 | 0.2% | |
| 1.782665253 | 1 | 0.2% | |
| 1.777384758 | 1 | 0.2% | |
| 1.770241976 | 1 | 0.2% | |
| 1.752031207 | 1 | 0.2% | |
| 1.745792389 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.95521817356348e-10 |
|---|---|
| Minimum | -2.1268887519836426 |
| Maximum | 3.720251083374024 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -2.126888752 |
|---|---|
| 5-th percentile | -1.323527122 |
| Q1 | -0.7108676434 |
| median | -0.2039072514 |
| Q3 | 0.6078371853 |
| 95-th percentile | 2.002986348 |
| Maximum | 3.720251083 |
| Range | 5.847139835 |
| Interquartile range (IQR) | 1.318704829 |
Descriptive statistics
| Standard deviation | 1.000000002 |
|---|---|
| Coefficient of variation (CV) | 2018074617 |
| Kurtosis | 0.3851783006 |
| Mean | 4.955218174e-10 |
| Median Absolute Deviation (MAD) | 0.6260196418 |
| Skewness | 0.7972004299 |
| Sum | 2.477609087e-07 |
| Variance | 1.000000004 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.24272275 | 1 | 0.2% | |
| 0.9381294847 | 1 | 0.2% | |
| 1.605449319 | 1 | 0.2% | |
| 1.147791982 | 1 | 0.2% | |
| -1.172524929 | 1 | 0.2% | |
| 0.8815079331 | 1 | 0.2% | |
| -0.3976252675 | 1 | 0.2% | |
| -1.192069054 | 1 | 0.2% | |
| -0.2066271305 | 1 | 0.2% | |
| -0.3839583099 | 1 | 0.2% | |
| -0.9602992535 | 1 | 0.2% | |
| -1.195994854 | 1 | 0.2% | |
| -0.5864030123 | 1 | 0.2% | |
| 0.1433961838 | 1 | 0.2% | |
| -1.084568381 | 1 | 0.2% | |
| -0.9866771102 | 1 | 0.2% | |
| -0.7093623281 | 1 | 0.2% | |
| 1.289759159 | 1 | 0.2% | |
| 1.196011901 | 1 | 0.2% | |
| -1.139374375 | 1 | 0.2% | |
| 1.539769292 | 1 | 0.2% | |
| 0.2494222373 | 1 | 0.2% | |
| -1.100334644 | 1 | 0.2% | |
| -1.452397346 | 1 | 0.2% | |
| -0.2065561116 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -2.126888752 | 1 | 0.2% | |
| -2.009549379 | 1 | 0.2% | |
| -1.884540558 | 1 | 0.2% | |
| -1.831826806 | 1 | 0.2% | |
| -1.706896544 | 1 | 0.2% | |
| -1.599291444 | 1 | 0.2% | |
| -1.599116802 | 1 | 0.2% | |
| -1.561384559 | 1 | 0.2% | |
| -1.55461061 | 1 | 0.2% | |
| -1.525959849 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 3.720251083 | 1 | 0.2% | |
| 3.168586731 | 1 | 0.2% | |
| 2.828661442 | 1 | 0.2% | |
| 2.805233717 | 1 | 0.2% | |
| 2.798233032 | 1 | 0.2% | |
| 2.786001921 | 1 | 0.2% | |
| 2.732668638 | 1 | 0.2% | |
| 2.69950676 | 1 | 0.2% | |
| 2.599966764 | 1 | 0.2% | |
| 2.475109816 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -2.5370391085743903e-09 |
|---|---|
| Minimum | -1.7249253988265991 |
| Maximum | 1.7244844436645508 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.724925399 |
|---|---|
| 5-th percentile | -1.555178684 |
| Q1 | -0.8377525061 |
| median | -0.01343056886 |
| Q3 | 0.8757668287 |
| 95-th percentile | 1.536603665 |
| Maximum | 1.724484444 |
| Range | 3.449409842 |
| Interquartile range (IQR) | 1.713519335 |
Descriptive statistics
| Standard deviation | 0.9999999996 |
|---|---|
| Coefficient of variation (CV) | -394160261.9 |
| Kurtosis | -1.188611847 |
| Mean | -2.537039109e-09 |
| Median Absolute Deviation (MAD) | 0.876309514 |
| Skewness | -0.03359238928 |
| Sum | -1.268519554e-06 |
| Variance | 0.9999999992 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.7704976201 | 1 | 0.2% | |
| -0.787450254 | 1 | 0.2% | |
| -1.018186092 | 1 | 0.2% | |
| -0.08559789509 | 1 | 0.2% | |
| -0.817910552 | 1 | 0.2% | |
| 1.363903761 | 1 | 0.2% | |
| 0.09085980058 | 1 | 0.2% | |
| 1.701807857 | 1 | 0.2% | |
| -1.135854125 | 1 | 0.2% | |
| -0.1683627367 | 1 | 0.2% | |
| 0.9870357513 | 1 | 0.2% | |
| -0.3243813515 | 1 | 0.2% | |
| -0.1936894804 | 1 | 0.2% | |
| 0.6077519059 | 1 | 0.2% | |
| 0.1441279203 | 1 | 0.2% | |
| -1.70380795 | 1 | 0.2% | |
| -0.2424721569 | 1 | 0.2% | |
| -0.8645185828 | 1 | 0.2% | |
| -0.1229679435 | 1 | 0.2% | |
| -1.589398742 | 1 | 0.2% | |
| -0.1521859914 | 1 | 0.2% | |
| 0.836284101 | 1 | 0.2% | |
| 0.7285271287 | 1 | 0.2% | |
| -0.0004819334135 | 1 | 0.2% | |
| -0.7269163132 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.724925399 | 1 | 0.2% | |
| -1.709745646 | 1 | 0.2% | |
| -1.707975864 | 1 | 0.2% | |
| -1.706926703 | 1 | 0.2% | |
| -1.70380795 | 1 | 0.2% | |
| -1.700592041 | 1 | 0.2% | |
| -1.696377635 | 1 | 0.2% | |
| -1.6941576 | 1 | 0.2% | |
| -1.688222647 | 1 | 0.2% | |
| -1.685080767 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.724484444 | 1 | 0.2% | |
| 1.72445333 | 1 | 0.2% | |
| 1.720958352 | 1 | 0.2% | |
| 1.701807857 | 1 | 0.2% | |
| 1.689486623 | 1 | 0.2% | |
| 1.688404441 | 1 | 0.2% | |
| 1.684137583 | 1 | 0.2% | |
| 1.68251586 | 1 | 0.2% | |
| 1.671467781 | 1 | 0.2% | |
| 1.669260621 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.294538378715515e-09 |
|---|---|
| Minimum | -1.7146265506744385 |
| Maximum | 1.6965036392211914 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.714626551 |
|---|---|
| 5-th percentile | -1.525810105 |
| Q1 | -0.9020656645 |
| median | 0.01706929132 |
| Q3 | 0.893714413 |
| 95-th percentile | 1.497234172 |
| Maximum | 1.696503639 |
| Range | 3.41113019 |
| Interquartile range (IQR) | 1.795780078 |
Descriptive statistics
| Standard deviation | 1.000000002 |
|---|---|
| Coefficient of variation (CV) | -772476134 |
| Kurtosis | -1.236096431 |
| Mean | -1.294538379e-09 |
| Median Absolute Deviation (MAD) | 0.8944258578 |
| Skewness | -0.03425400719 |
| Sum | -6.472691894e-07 |
| Variance | 1.000000004 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.515622377 | 1 | 0.2% | |
| 0.01563573629 | 1 | 0.2% | |
| 0.3380494416 | 1 | 0.2% | |
| 0.5530537367 | 1 | 0.2% | |
| -1.041654587 | 1 | 0.2% | |
| -0.3208252192 | 1 | 0.2% | |
| -0.5579433441 | 1 | 0.2% | |
| -1.524098754 | 1 | 0.2% | |
| -0.4991891086 | 1 | 0.2% | |
| 0.3688184917 | 1 | 0.2% | |
| 0.9466232657 | 1 | 0.2% | |
| 0.7229921222 | 1 | 0.2% | |
| -0.6971327066 | 1 | 0.2% | |
| -1.489557862 | 1 | 0.2% | |
| 0.8079596758 | 1 | 0.2% | |
| 0.7215736508 | 1 | 0.2% | |
| -0.7406090498 | 1 | 0.2% | |
| 0.5833542943 | 1 | 0.2% | |
| 1.490929246 | 1 | 0.2% | |
| 0.7405825257 | 1 | 0.2% | |
| 1.449186921 | 1 | 0.2% | |
| -1.348779202 | 1 | 0.2% | |
| 1.692121744 | 1 | 0.2% | |
| -0.9066087008 | 1 | 0.2% | |
| -0.8245794177 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.714626551 | 1 | 0.2% | |
| -1.704472661 | 1 | 0.2% | |
| -1.700680852 | 1 | 0.2% | |
| -1.693735957 | 1 | 0.2% | |
| -1.691790104 | 1 | 0.2% | |
| -1.688684344 | 1 | 0.2% | |
| -1.688248038 | 1 | 0.2% | |
| -1.682953477 | 1 | 0.2% | |
| -1.68151772 | 1 | 0.2% | |
| -1.675501108 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.696503639 | 1 | 0.2% | |
| 1.692121744 | 1 | 0.2% | |
| 1.688545346 | 1 | 0.2% | |
| 1.678605437 | 1 | 0.2% | |
| 1.674098611 | 1 | 0.2% | |
| 1.673615932 | 1 | 0.2% | |
| 1.671142101 | 1 | 0.2% | |
| 1.668784976 | 1 | 0.2% | |
| 1.660587907 | 1 | 0.2% | |
| 1.659268618 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.92903995513916e-10 |
|---|---|
| Minimum | -1.6074162721633911 |
| Maximum | 1.737965106964111 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.607416272 |
|---|---|
| 5-th percentile | -1.489978874 |
| Q1 | -0.8437346518 |
| median | -0.03596160375 |
| Q3 | 0.8672378659 |
| 95-th percentile | 1.573564416 |
| Maximum | 1.737965107 |
| Range | 3.345381379 |
| Interquartile range (IQR) | 1.710972518 |
Descriptive statistics
| Standard deviation | 0.999999997 |
|---|---|
| Coefficient of variation (CV) | 1443201372 |
| Kurtosis | -1.233232801 |
| Mean | 6.929039955e-10 |
| Median Absolute Deviation (MAD) | 0.8453256786 |
| Skewness | 0.07969350967 |
| Sum | 3.464519978e-07 |
| Variance | 0.999999994 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.9355463982 | 1 | 0.2% | |
| -1.287734747 | 1 | 0.2% | |
| -0.4601070881 | 1 | 0.2% | |
| -0.5198251605 | 1 | 0.2% | |
| -1.529161453 | 1 | 0.2% | |
| -1.485730052 | 1 | 0.2% | |
| -0.435208559 | 1 | 0.2% | |
| 1.424430728 | 1 | 0.2% | |
| -0.3580613434 | 1 | 0.2% | |
| 1.012163639 | 1 | 0.2% | |
| -0.1003798693 | 1 | 0.2% | |
| -0.2315222323 | 1 | 0.2% | |
| 1.533821821 | 1 | 0.2% | |
| -0.5227712989 | 1 | 0.2% | |
| 0.2689608634 | 1 | 0.2% | |
| -0.5751681328 | 1 | 0.2% | |
| 1.699898601 | 1 | 0.2% | |
| -1.560464978 | 1 | 0.2% | |
| -0.9955502748 | 1 | 0.2% | |
| 1.019813895 | 1 | 0.2% | |
| -0.7483693361 | 1 | 0.2% | |
| 1.428381681 | 1 | 0.2% | |
| -1.399272203 | 1 | 0.2% | |
| -1.090498567 | 1 | 0.2% | |
| 0.7054079771 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.607416272 | 1 | 0.2% | |
| -1.606400132 | 1 | 0.2% | |
| -1.601223826 | 1 | 0.2% | |
| -1.600050449 | 1 | 0.2% | |
| -1.598416448 | 1 | 0.2% | |
| -1.595836639 | 1 | 0.2% | |
| -1.594521046 | 1 | 0.2% | |
| -1.590738773 | 1 | 0.2% | |
| -1.581113815 | 1 | 0.2% | |
| -1.577563047 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.737965107 | 1 | 0.2% | |
| 1.733460665 | 1 | 0.2% | |
| 1.730848193 | 1 | 0.2% | |
| 1.729907393 | 1 | 0.2% | |
| 1.724758148 | 1 | 0.2% | |
| 1.722454429 | 1 | 0.2% | |
| 1.707499266 | 1 | 0.2% | |
| 1.699898601 | 1 | 0.2% | |
| 1.694521546 | 1 | 0.2% | |
| 1.694102049 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.322538971900939e-10 |
|---|---|
| Minimum | -1.796939492225647 |
| Maximum | 1.7736533880233765 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.796939492 |
|---|---|
| 5-th percentile | -1.602036226 |
| Q1 | -0.8652615994 |
| median | 0.03356981976 |
| Q3 | 0.8184774965 |
| 95-th percentile | 1.561953789 |
| Maximum | 1.773653388 |
| Range | 3.57059288 |
| Interquartile range (IQR) | 1.683739096 |
Descriptive statistics
| Standard deviation | 1.000000001 |
|---|---|
| Coefficient of variation (CV) | 1072669156 |
| Kurtosis | -1.126624925 |
| Mean | 9.322538972e-10 |
| Median Absolute Deviation (MAD) | 0.8361956477 |
| Skewness | -0.04422110497 |
| Sum | 4.661269486e-07 |
| Variance | 1.000000003 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.593749523 | 1 | 0.2% | |
| 1.47141552 | 1 | 0.2% | |
| -0.7073503733 | 1 | 0.2% | |
| 1.391264558 | 1 | 0.2% | |
| 1.467438102 | 1 | 0.2% | |
| -1.480597854 | 1 | 0.2% | |
| 0.597006619 | 1 | 0.2% | |
| -1.076828837 | 1 | 0.2% | |
| 1.493478656 | 1 | 0.2% | |
| -0.08260010183 | 1 | 0.2% | |
| 0.4698655903 | 1 | 0.2% | |
| -0.5380135775 | 1 | 0.2% | |
| 1.01685667 | 1 | 0.2% | |
| -1.065149188 | 1 | 0.2% | |
| -0.3781065941 | 1 | 0.2% | |
| -1.10618031 | 1 | 0.2% | |
| -0.2847777307 | 1 | 0.2% | |
| 0.5862949491 | 1 | 0.2% | |
| -1.721420288 | 1 | 0.2% | |
| -0.3430777788 | 1 | 0.2% | |
| -1.699939847 | 1 | 0.2% | |
| -0.4967648685 | 1 | 0.2% | |
| 0.6663832068 | 1 | 0.2% | |
| -1.44696784 | 1 | 0.2% | |
| -0.3068247736 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.796939492 | 1 | 0.2% | |
| -1.795023918 | 1 | 0.2% | |
| -1.793325186 | 1 | 0.2% | |
| -1.783539653 | 1 | 0.2% | |
| -1.780995369 | 1 | 0.2% | |
| -1.733660579 | 1 | 0.2% | |
| -1.722487569 | 1 | 0.2% | |
| -1.721420288 | 1 | 0.2% | |
| -1.708279133 | 1 | 0.2% | |
| -1.705383301 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.773653388 | 1 | 0.2% | |
| 1.77319181 | 1 | 0.2% | |
| 1.759854674 | 1 | 0.2% | |
| 1.741755724 | 1 | 0.2% | |
| 1.737519145 | 1 | 0.2% | |
| 1.727154374 | 1 | 0.2% | |
| 1.718325377 | 1 | 0.2% | |
| 1.691903234 | 1 | 0.2% | |
| 1.687347412 | 1 | 0.2% | |
| 1.685249805 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.4742836356163025e-09 |
|---|---|
| Minimum | -1.6318912506103516 |
| Maximum | 1.7889467477798462 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.631891251 |
|---|---|
| 5-th percentile | -1.493650973 |
| Q1 | -0.8828013241 |
| median | 0.04487431794 |
| Q3 | 0.8582887203 |
| 95-th percentile | 1.582525235 |
| Maximum | 1.788946748 |
| Range | 3.420837998 |
| Interquartile range (IQR) | 1.741090044 |
Descriptive statistics
| Standard deviation | 1.000000003 |
|---|---|
| Coefficient of variation (CV) | -678295531.8 |
| Kurtosis | -1.212790178 |
| Mean | -1.474283636e-09 |
| Median Absolute Deviation (MAD) | 0.8749201894 |
| Skewness | 0.08999134963 |
| Sum | -7.371418178e-07 |
| Variance | 1.000000005 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.5283197761 | 1 | 0.2% | |
| 1.664775848 | 1 | 0.2% | |
| 1.371764898 | 1 | 0.2% | |
| -1.369812608 | 1 | 0.2% | |
| 0.1084406972 | 1 | 0.2% | |
| 1.56708765 | 1 | 0.2% | |
| 0.1599977762 | 1 | 0.2% | |
| 0.5364760756 | 1 | 0.2% | |
| -0.7590616941 | 1 | 0.2% | |
| -0.4259534776 | 1 | 0.2% | |
| 1.672569156 | 1 | 0.2% | |
| 0.6009332538 | 1 | 0.2% | |
| 1.342494607 | 1 | 0.2% | |
| -0.3259961903 | 1 | 0.2% | |
| 0.05879892781 | 1 | 0.2% | |
| 0.2251873761 | 1 | 0.2% | |
| -1.23123908 | 1 | 0.2% | |
| -0.6341494322 | 1 | 0.2% | |
| 0.4323095381 | 1 | 0.2% | |
| 1.717523575 | 1 | 0.2% | |
| -0.3914193511 | 1 | 0.2% | |
| -0.5863029957 | 1 | 0.2% | |
| 0.4044808149 | 1 | 0.2% | |
| -0.8314219713 | 1 | 0.2% | |
| 1.222905636 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.631891251 | 1 | 0.2% | |
| -1.622981668 | 1 | 0.2% | |
| -1.622589946 | 1 | 0.2% | |
| -1.615415454 | 1 | 0.2% | |
| -1.613975048 | 1 | 0.2% | |
| -1.612730145 | 1 | 0.2% | |
| -1.609733582 | 1 | 0.2% | |
| -1.608648539 | 1 | 0.2% | |
| -1.605338335 | 1 | 0.2% | |
| -1.589758635 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.788946748 | 1 | 0.2% | |
| 1.782020926 | 1 | 0.2% | |
| 1.777299762 | 1 | 0.2% | |
| 1.770139098 | 1 | 0.2% | |
| 1.75074923 | 1 | 0.2% | |
| 1.748999596 | 1 | 0.2% | |
| 1.746952415 | 1 | 0.2% | |
| 1.745780587 | 1 | 0.2% | |
| 1.745571136 | 1 | 0.2% | |
| 1.731952786 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.155771315097809e-09 |
|---|---|
| Minimum | -1.6581813097000122 |
| Maximum | 1.6924114227294922 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.65818131 |
|---|---|
| 5-th percentile | -1.50311144 |
| Q1 | -0.9130574018 |
| median | 0.001232949086 |
| Q3 | 0.868357718 |
| 95-th percentile | 1.563265574 |
| Maximum | 1.692411423 |
| Range | 3.350592732 |
| Interquartile range (IQR) | 1.78141512 |
Descriptive statistics
| Standard deviation | 0.9999999992 |
|---|---|
| Coefficient of variation (CV) | 865223064.6 |
| Kurtosis | -1.270578304 |
| Mean | 1.155771315e-09 |
| Median Absolute Deviation (MAD) | 0.8888241081 |
| Skewness | 0.007171851333 |
| Sum | 5.778856575e-07 |
| Variance | 0.9999999985 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.179884791 | 1 | 0.2% | |
| -0.05354922265 | 1 | 0.2% | |
| -0.186599195 | 1 | 0.2% | |
| -0.8313613534 | 1 | 0.2% | |
| -0.4261137247 | 1 | 0.2% | |
| 0.4527959526 | 1 | 0.2% | |
| 1.570947409 | 1 | 0.2% | |
| 0.7796189189 | 1 | 0.2% | |
| -1.111976027 | 1 | 0.2% | |
| -1.127602816 | 1 | 0.2% | |
| 0.171884194 | 1 | 0.2% | |
| 1.110039949 | 1 | 0.2% | |
| 0.9612718225 | 1 | 0.2% | |
| -0.4498760104 | 1 | 0.2% | |
| -0.09851308167 | 1 | 0.2% | |
| 1.250689268 | 1 | 0.2% | |
| 0.4157102108 | 1 | 0.2% | |
| 0.8264474273 | 1 | 0.2% | |
| -0.7210502028 | 1 | 0.2% | |
| 0.5126553178 | 1 | 0.2% | |
| 1.578825474 | 1 | 0.2% | |
| -1.002658963 | 1 | 0.2% | |
| 1.280006051 | 1 | 0.2% | |
| -0.8646140695 | 1 | 0.2% | |
| -1.331449389 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.65818131 | 1 | 0.2% | |
| -1.649504423 | 1 | 0.2% | |
| -1.63851738 | 1 | 0.2% | |
| -1.631827712 | 1 | 0.2% | |
| -1.62531805 | 1 | 0.2% | |
| -1.623049259 | 1 | 0.2% | |
| -1.618935943 | 1 | 0.2% | |
| -1.607622743 | 1 | 0.2% | |
| -1.600107789 | 1 | 0.2% | |
| -1.591921449 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.692411423 | 1 | 0.2% | |
| 1.68867588 | 1 | 0.2% | |
| 1.67935586 | 1 | 0.2% | |
| 1.674209952 | 1 | 0.2% | |
| 1.670454741 | 1 | 0.2% | |
| 1.670372963 | 1 | 0.2% | |
| 1.670328379 | 1 | 0.2% | |
| 1.667259097 | 1 | 0.2% | |
| 1.664610505 | 1 | 0.2% | |
| 1.663517833 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -2.421438694000244e-11 |
|---|---|
| Minimum | -1.6724202632904053 |
| Maximum | 1.7701178789138794 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.672420263 |
|---|---|
| 5-th percentile | -1.493968362 |
| Q1 | -0.8840236217 |
| median | -0.01259248843 |
| Q3 | 0.8375753909 |
| 95-th percentile | 1.586397856 |
| Maximum | 1.770117879 |
| Range | 3.442538142 |
| Interquartile range (IQR) | 1.721599013 |
Descriptive statistics
| Standard deviation | 0.9999999974 |
|---|---|
| Coefficient of variation (CV) | -4.129776236e+10 |
| Kurtosis | -1.209914466 |
| Mean | -2.421438694e-11 |
| Median Absolute Deviation (MAD) | 0.8731617033 |
| Skewness | 0.06852483546 |
| Sum | -1.210719347e-08 |
| Variance | 0.9999999949 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.7734366059 | 1 | 0.2% | |
| -0.7888482809 | 1 | 0.2% | |
| 0.3551313877 | 1 | 0.2% | |
| -0.2499116659 | 1 | 0.2% | |
| -1.102169037 | 1 | 0.2% | |
| -1.330687046 | 1 | 0.2% | |
| 0.7610480785 | 1 | 0.2% | |
| 0.3814669251 | 1 | 0.2% | |
| -1.671244979 | 1 | 0.2% | |
| -0.7669178247 | 1 | 0.2% | |
| -0.7434829473 | 1 | 0.2% | |
| 1.529937267 | 1 | 0.2% | |
| -0.8304086924 | 1 | 0.2% | |
| 1.690096617 | 1 | 0.2% | |
| 1.346350312 | 1 | 0.2% | |
| -1.278005242 | 1 | 0.2% | |
| 1.090584755 | 1 | 0.2% | |
| -1.346368551 | 1 | 0.2% | |
| 0.04213508591 | 1 | 0.2% | |
| -0.9534611106 | 1 | 0.2% | |
| 1.758503675 | 1 | 0.2% | |
| -0.7210510969 | 1 | 0.2% | |
| 0.1458395869 | 1 | 0.2% | |
| -0.6985954046 | 1 | 0.2% | |
| 0.003278211458 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.672420263 | 1 | 0.2% | |
| -1.671244979 | 1 | 0.2% | |
| -1.669407487 | 1 | 0.2% | |
| -1.654364228 | 1 | 0.2% | |
| -1.653105497 | 1 | 0.2% | |
| -1.64587009 | 1 | 0.2% | |
| -1.640776753 | 1 | 0.2% | |
| -1.638684988 | 1 | 0.2% | |
| -1.630765438 | 1 | 0.2% | |
| -1.628828168 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.770117879 | 1 | 0.2% | |
| 1.764804006 | 1 | 0.2% | |
| 1.758503675 | 1 | 0.2% | |
| 1.737951159 | 1 | 0.2% | |
| 1.728698254 | 1 | 0.2% | |
| 1.725940943 | 1 | 0.2% | |
| 1.71952951 | 1 | 0.2% | |
| 1.714558125 | 1 | 0.2% | |
| 1.709792256 | 1 | 0.2% | |
| 1.70388186 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.568167686462402e-11 |
|---|---|
| Minimum | -2.4797208309173584 |
| Maximum | 2.4489459991455083 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -2.479720831 |
|---|---|
| 5-th percentile | -1.896728247 |
| Q1 | -0.5873515159 |
| median | 0.2221572176 |
| Q3 | 0.7709275037 |
| 95-th percentile | 1.29526881 |
| Maximum | 2.448945999 |
| Range | 4.92866683 |
| Interquartile range (IQR) | 1.35827902 |
Descriptive statistics
| Standard deviation | 0.9999999968 |
|---|---|
| Coefficient of variation (CV) | 1.167110675e+10 |
| Kurtosis | -0.4972432408 |
| Mean | 8.568167686e-11 |
| Median Absolute Deviation (MAD) | 0.6210860983 |
| Skewness | -0.6005201001 |
| Sum | 4.284083843e-08 |
| Variance | 0.9999999936 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.359377623 | 1 | 0.2% | |
| 0.9225142002 | 1 | 0.2% | |
| 0.8831272721 | 1 | 0.2% | |
| -0.5471936464 | 1 | 0.2% | |
| 1.188140154 | 1 | 0.2% | |
| 1.363922596 | 1 | 0.2% | |
| -0.774735868 | 1 | 0.2% | |
| -0.2148142755 | 1 | 0.2% | |
| 0.09139025211 | 1 | 0.2% | |
| -0.4382309914 | 1 | 0.2% | |
| 1.305339575 | 1 | 0.2% | |
| 0.2579408586 | 1 | 0.2% | |
| 0.8343147635 | 1 | 0.2% | |
| 1.134102702 | 1 | 0.2% | |
| 1.447931051 | 1 | 0.2% | |
| 0.6026703715 | 1 | 0.2% | |
| -0.1504823416 | 1 | 0.2% | |
| -0.2994875014 | 1 | 0.2% | |
| 0.8279352784 | 1 | 0.2% | |
| -1.129595041 | 1 | 0.2% | |
| -0.7425332069 | 1 | 0.2% | |
| -1.422572851 | 1 | 0.2% | |
| 0.04451648146 | 1 | 0.2% | |
| -1.177531481 | 1 | 0.2% | |
| -2.212353945 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -2.479720831 | 1 | 0.2% | |
| -2.385949135 | 1 | 0.2% | |
| -2.377547264 | 1 | 0.2% | |
| -2.364531517 | 1 | 0.2% | |
| -2.346496105 | 1 | 0.2% | |
| -2.31135273 | 1 | 0.2% | |
| -2.294757605 | 1 | 0.2% | |
| -2.293157339 | 1 | 0.2% | |
| -2.212353945 | 1 | 0.2% | |
| -2.179584742 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 2.448945999 | 1 | 0.2% | |
| 1.821027398 | 1 | 0.2% | |
| 1.735952854 | 1 | 0.2% | |
| 1.647202134 | 1 | 0.2% | |
| 1.594509482 | 1 | 0.2% | |
| 1.582638144 | 1 | 0.2% | |
| 1.560627937 | 1 | 0.2% | |
| 1.515170336 | 1 | 0.2% | |
| 1.510738373 | 1 | 0.2% | |
| 1.500876546 | 1 | 0.2% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| oz1 | oz2 | oz3 | oz4 | oz5 | oz6 | oz7 | oz8 | oz9 | oz10 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.183600 | 0.445963 | 0.032726 | -0.172018 | 0.479583 | -1.323086 | -0.129977 | 0.475801 | -0.171670 | -1.566382 | -0.494488 |
| 1 | 0.136704 | -0.204772 | -0.593439 | -0.198238 | -0.309773 | -1.481634 | -0.872522 | -0.797379 | 0.691568 | -1.628828 | 0.755893 |
| 2 | 0.743468 | 0.248154 | -0.312359 | -0.299351 | -1.112209 | 0.966464 | 1.043020 | 0.810568 | -0.318813 | -1.453131 | -0.915571 |
| 3 | 0.370380 | -0.047819 | -0.383488 | -1.330399 | 1.212017 | -1.031537 | 0.603254 | -1.224464 | -0.290640 | 1.151749 | 0.247545 |
| 4 | 0.974770 | 0.731610 | 1.605449 | 1.409702 | 0.230600 | 1.648941 | 0.130976 | -0.525544 | 0.834035 | 1.512775 | -1.325878 |
| 5 | -1.577893 | -0.993207 | -0.638903 | -1.057047 | -0.706559 | -0.186741 | -0.843504 | -1.407400 | 1.019356 | 0.145613 | -0.323179 |
| 6 | -0.786985 | -0.397093 | -0.655655 | 0.177143 | 0.453607 | 1.707499 | 1.467438 | 1.725094 | -1.586748 | -1.529141 | 1.105159 |
| 7 | -1.300091 | -0.582917 | -1.301248 | -1.505004 | -0.064060 | 0.047244 | -0.174560 | -0.506998 | 0.375417 | 0.769654 | 0.271399 |
| 8 | 0.498100 | -0.399513 | -0.055677 | -1.593334 | -1.488130 | -0.459388 | 0.401162 | 0.184316 | -0.010822 | 0.306370 | -0.143162 |
| 9 | -1.506607 | -1.511531 | -0.434283 | 0.166500 | -0.824579 | 1.257159 | 0.887856 | 1.567444 | 0.636554 | 1.703882 | -0.364846 |
Last rows
| oz1 | oz2 | oz3 | oz4 | oz5 | oz6 | oz7 | oz8 | oz9 | oz10 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 490 | 1.577697 | 1.642387 | 0.453198 | 0.044261 | 0.412094 | -0.575168 | 0.597007 | -1.283108 | 1.208142 | -0.743247 | 0.693340 |
| 491 | 1.704539 | 1.564887 | 2.268357 | 1.614408 | -0.779843 | -0.697429 | 0.275108 | -0.897122 | 0.066375 | -0.953461 | 1.155791 |
| 492 | 1.195307 | 1.369803 | -1.256302 | -1.507100 | 0.435002 | -0.839697 | -0.874275 | -1.493250 | -1.405554 | 0.925885 | -0.756625 |
| 493 | -0.697587 | 0.055136 | 0.345240 | 0.051413 | 1.459935 | 0.939826 | -0.035277 | -0.926293 | -0.669618 | -0.005504 | 1.008177 |
| 494 | -0.011012 | 0.033556 | 0.663514 | 1.368366 | 0.067145 | -1.505043 | -1.351102 | -0.632015 | 1.570947 | -1.277637 | 1.105118 |
| 495 | 1.808903 | 1.068310 | 0.859387 | -0.183466 | 0.723207 | -0.037413 | -1.210552 | -0.510398 | -1.157512 | 1.051495 | -0.356477 |
| 496 | 1.112789 | 1.348318 | 0.344472 | -1.584316 | -1.326204 | 1.535183 | -1.049722 | 1.684680 | 0.584996 | 0.541695 | -2.074130 |
| 497 | -0.311886 | 0.439290 | 1.513549 | 1.212914 | 0.437082 | 1.484049 | -0.220436 | -0.728551 | 1.459280 | -0.874184 | 0.834315 |
| 498 | -1.296177 | -0.763492 | -0.343546 | 1.236215 | -1.056458 | -0.158714 | -0.303870 | 1.788947 | -1.550045 | 0.467960 | 0.602670 |
| 499 | 0.570706 | 0.792583 | 0.845646 | 0.718739 | 1.580176 | -0.471710 | 0.004920 | -0.806394 | 0.689676 | 1.714558 | -1.199751 |